ArticleDiagnostics (Basel, Switzerland)2023
Automated Identification and Segmentation of
Article in Diagnostics (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
25 citing papers in PubMed, 27 citations in OpenAlex.
- Structure-Function Correlations Using Artificial Intelligence-Extracted Retinal Layer Attenuation Measurements in OCT in Eyes with Geographic Atrophy.Ophthalmology science · 2026Article
- Inter-individual biological variability of retinal layer thickness on optical coherence tomography scans.International ophthalmology · 2026Article
- Comparison of Measurement Techniques for Photoreceptor Loss in Geographic Atrophy.Translational vision science & technology · 2026Article
- Deep Learning-Based Automated Segmentation and Quantification of the Ellipsoid Zone and the RPE-Bruch's Membrane Complex in Healthy Subjects and in Geographic Atrophy.Diagnostics (Basel, Switzerland) · 2026Article
- Optical Coherence Tomography Biomarkers Predicting Progression to Atrophy in Non-Exudative Age-Related Macular Degeneration.Diagnostics (Basel, Switzerland) · 2026Review
- CLEAR report 1: a scoping review and meta-analysis for definitions, imaging metrics, and functional correlates of photoreceptor integrity in AMD.Frontiers in medicine · 2026Review
- Functional Outcomes Across High-Risk OCT-Based Phenotypes in Intermediate Age-Related Macular Degeneration-PINNACLE Study Report 11.Investigative ophthalmology & visual science · 2025Observational
- Article
- Early photoreceptor assessment as a predictor for visual acuity gain after vitrectomy for macula-off retinal detachment.International journal of retina and vitreous · 2025Article
- Photoreceptor Disease at Ambiguous Transition Zones in Inherited Retinal Degenerations.Translational vision science & technology · 2025Article
- Consideration of patient phenotypes in geographic atrophy due to age-related macular degeneration.BMJ open ophthalmology · 2025Review
- Early Photoreceptor Alterations After Retinal Detachment Repair.Investigative ophthalmology & visual science · 2025Article
- Artificial intelligence in managing retinal disease-current concepts and relevant aspects for health care providers.Wiener medizinische Wochenschrift (1946) · 2025Review
- Rethinking Clinical Trials in Age-Related Macular Degeneration: How AI-Based OCT Analysis Can Support Successful Outcomes.Pharmaceuticals (Basel, Switzerland) · 2025Review
- Artificial intelligence in assessing progression of age-related macular degeneration.Eye (London, England) · 2025Review
- Photoreceptor assessment in age-related macular degeneration.Eye (London, England) · 2025Review
- How crosstalk between mitochondria, lysosomes, and other organelles can prevent or promote dry age-related macular degeneration.Experimental eye research · 2025Review
- Photoreceptor Degeneration: More Than a Bystander in Age-Related Macular Degeneration.Advances in experimental medicine and biology · 2025Review
- Band Visibility in High-Resolution Optical Coherence Tomography Assessed With a Custom Review Tool and Updated, Histology-Derived Nomenclature.Translational vision science & technology · 2024Article
- Automated Detection of Drusenoid Pigment Epithelial Detachments From Spectral-Domain Optical Coherence Tomography in Patients With AMD.Translational vision science & technology · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors at 1 institution in 1 country.
Funding
Abstract
backgroundThe development and testing of a deep learning (DL)-based approach for detection and measurement of regions of
methodsUsed in DL model training and testing were 341 subjects with nonexudative AMD with or without geographic atrophy (GA). An independent dataset of 120 subjects were used for testing model performance for prediction of GA progression. Accuracy, specificity, sensitivity, and intraclass correlation coefficient (ICC) for DL-based
resultsThe model achieved a detection accuracy of 99% (sensitivity = 99%; specificity = 100%) for
conclusionsThis report describes a novel high performance DL-based model for the detection and measurement of
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.